Dataset statistics
| Number of variables | 28 |
|---|---|
| Number of observations | 1780807 |
| Missing cells | 125407 |
| Missing cells (%) | 0.3% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 275.1 MiB |
| Average record size in memory | 162.0 B |
Variable types
| Categorical | 10 |
|---|---|
| Numeric | 16 |
| Text | 1 |
| DateTime | 1 |
addr_state has a high cardinality: 51 distinct values | High cardinality |
application_type is highly imbalanced (76.5%) | Imbalance |
emp_title has 125407 (7.0%) missing values | Missing |
annual_inc is highly skewed (γ1 = 516.8210002) | Skewed |
dti is highly skewed (γ1 = 29.73491815) | Skewed |
bc_util has 23343 (1.3%) zeros | Zeros |
chargeoff_within_12_mths has 1766309 (99.2%) zeros | Zeros |
delinq_2yrs has 1438977 (80.8%) zeros | Zeros |
inq_last_6mths has 1058418 (59.4%) zeros | Zeros |
last_fico_range_low has 47732 (2.7%) zeros | Zeros |
Reproduction
| Analysis started | 2024-07-08 04:33:21.373994 |
|---|---|
| Analysis finished | 2024-07-08 04:33:56.067517 |
| Duration | 34.69 seconds |
| Software version | ydata-profiling v4.8.3 |
| Download configuration | config.json |
addr_state
Categorical
HIGH CARDINALITY 
| Distinct | 51 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 15.3 MiB |
| CA | |
|---|---|
| TX | |
| NY | |
| FL | |
| IL | 69826 |
| Other values (46) |
Length
| Max length | 2 |
|---|---|
| Median length | 2 |
| Mean length | 2 |
| Min length | 2 |
Characters and Unicode
| Total characters | 3561614 |
|---|---|
| Distinct characters | 24 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | < 0.1% |
Sample
| 1st row | NC |
|---|---|
| 2nd row | TX |
| 3rd row | MI |
| 4th row | TX |
| 5th row | NC |
Common Values
| Value | Count | Frequency (%) |
| CA | 250934 | 14.1% |
| TX | 147053 | 8.3% |
| NY | 144022 | 8.1% |
| FL | 128052 | 7.2% |
| IL | 69826 | 3.9% |
| NJ | 63987 | 3.6% |
| PA | 59851 | 3.4% |
| OH | 58668 | 3.3% |
| GA | 57985 | 3.3% |
| NC | 49925 | 2.8% |
| Other values (41) | 750504 |
Length
| Value | Count | Frequency (%) |
| ca | 250934 | 14.1% |
| tx | 147053 | 8.3% |
| ny | 144022 | 8.1% |
| fl | 128052 | 7.2% |
| il | 69826 | 3.9% |
| nj | 63987 | 3.6% |
| pa | 59851 | 3.4% |
| oh | 58668 | 3.3% |
| ga | 57985 | 3.3% |
| nc | 49925 | 2.8% |
| Other values (41) | 750504 |
Most occurring characters
| Value | Count | Frequency (%) |
| A | 599499 | |
| N | 402601 | |
| C | 392331 | |
| L | 239692 | 6.7% |
| T | 224180 | 6.3% |
| M | 217183 | 6.1% |
| I | 190625 | 5.4% |
| Y | 165008 | 4.6% |
| O | 163751 | 4.6% |
| X | 147053 | 4.1% |
| Other values (14) | 819691 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 3561614 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| A | 599499 | |
| N | 402601 | |
| C | 392331 | |
| L | 239692 | 6.7% |
| T | 224180 | 6.3% |
| M | 217183 | 6.1% |
| I | 190625 | 5.4% |
| Y | 165008 | 4.6% |
| O | 163751 | 4.6% |
| X | 147053 | 4.1% |
| Other values (14) | 819691 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 3561614 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| A | 599499 | |
| N | 402601 | |
| C | 392331 | |
| L | 239692 | 6.7% |
| T | 224180 | 6.3% |
| M | 217183 | 6.1% |
| I | 190625 | 5.4% |
| Y | 165008 | 4.6% |
| O | 163751 | 4.6% |
| X | 147053 | 4.1% |
| Other values (14) | 819691 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 3561614 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| A | 599499 | |
| N | 402601 | |
| C | 392331 | |
| L | 239692 | 6.7% |
| T | 224180 | 6.3% |
| M | 217183 | 6.1% |
| I | 190625 | 5.4% |
| Y | 165008 | 4.6% |
| O | 163751 | 4.6% |
| X | 147053 | 4.1% |
| Other values (14) | 819691 |
annual_inc
Real number (ℝ)
SKEWED 
| Distinct | 76561 |
|---|---|
| Distinct (%) | 4.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 77885.389 |
| Minimum | 0 |
|---|---|
| Maximum | 1.1 × 108 |
| Zeros | 4 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 27.2 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 28000 |
| Q1 | 46500 |
| median | 65000 |
| Q3 | 93000 |
| 95-th percentile | 160000 |
| Maximum | 1.1 × 108 |
| Range | 1.1 × 108 |
| Interquartile range (IQR) | 46500 |
Descriptive statistics
| Standard deviation | 119925.06 |
|---|---|
| Coefficient of variation (CV) | 1.5397632 |
| Kurtosis | 434392.92 |
| Mean | 77885.389 |
| Median Absolute Deviation (MAD) | 21676 |
| Skewness | 516.821 |
| Sum | 1.3869885 × 1011 |
| Variance | 1.4382019 × 1010 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 60000 | 68747 | 3.9% |
| 50000 | 60531 | 3.4% |
| 65000 | 51887 | 2.9% |
| 70000 | 49417 | 2.8% |
| 80000 | 47332 | 2.7% |
| 40000 | 46945 | 2.6% |
| 75000 | 46307 | 2.6% |
| 45000 | 43411 | 2.4% |
| 55000 | 41296 | 2.3% |
| 100000 | 36997 | 2.1% |
| Other values (76551) | 1287937 |
| Value | Count | Frequency (%) |
| 0 | 4 | |
| 15 | 1 | < 0.1% |
| 16 | 1 | < 0.1% |
| 20 | 2 | |
| 23 | 1 | < 0.1% |
| 25 | 1 | < 0.1% |
| 32 | 1 | < 0.1% |
| 33 | 1 | < 0.1% |
| 39 | 1 | < 0.1% |
| 40 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 110000000 | 1 | |
| 61000000 | 1 | |
| 10999200 | 1 | |
| 9573072 | 1 | |
| 9550000 | 1 | |
| 9522972 | 1 | |
| 9500000 | 1 | |
| 9300000 | 1 | |
| 9225000 | 1 | |
| 9100000 | 1 |
application_type
Categorical
IMBALANCE 
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 15.3 MiB |
| Individual | |
|---|---|
| Joint App | 68361 |
Length
| Max length | 10 |
|---|---|
| Median length | 10 |
| Mean length | 9.9616123 |
| Min length | 9 |
Characters and Unicode
| Total characters | 17739709 |
|---|---|
| Distinct characters | 14 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Individual |
|---|---|
| 2nd row | Individual |
| 3rd row | Individual |
| 4th row | Individual |
| 5th row | Individual |
Common Values
| Value | Count | Frequency (%) |
| Individual | 1712446 | |
| Joint App | 68361 | 3.8% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| individual | 1712446 | |
| joint | 68361 | 3.7% |
| app | 68361 | 3.7% |
Most occurring characters
| Value | Count | Frequency (%) |
| i | 3493253 | |
| d | 3424892 | |
| n | 1780807 | |
| I | 1712446 | |
| v | 1712446 | |
| u | 1712446 | |
| a | 1712446 | |
| l | 1712446 | |
| p | 136722 | 0.8% |
| J | 68361 | 0.4% |
| Other values (4) | 273444 | 1.5% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 17739709 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| i | 3493253 | |
| d | 3424892 | |
| n | 1780807 | |
| I | 1712446 | |
| v | 1712446 | |
| u | 1712446 | |
| a | 1712446 | |
| l | 1712446 | |
| p | 136722 | 0.8% |
| J | 68361 | 0.4% |
| Other values (4) | 273444 | 1.5% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 17739709 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| i | 3493253 | |
| d | 3424892 | |
| n | 1780807 | |
| I | 1712446 | |
| v | 1712446 | |
| u | 1712446 | |
| a | 1712446 | |
| l | 1712446 | |
| p | 136722 | 0.8% |
| J | 68361 | 0.4% |
| Other values (4) | 273444 | 1.5% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 17739709 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| i | 3493253 | |
| d | 3424892 | |
| n | 1780807 | |
| I | 1712446 | |
| v | 1712446 | |
| u | 1712446 | |
| a | 1712446 | |
| l | 1712446 | |
| p | 136722 | 0.8% |
| J | 68361 | 0.4% |
| Other values (4) | 273444 | 1.5% |
avg_cur_bal
Real number (ℝ)
| Distinct | 83440 |
|---|---|
| Distinct (%) | 4.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 13478.885 |
| Minimum | 0 |
|---|---|
| Maximum | 555925 |
| Zeros | 614 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 27.2 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1080 |
| Q1 | 3083 |
| median | 7367 |
| Q3 | 18738 |
| 95-th percentile | 43186 |
| Maximum | 555925 |
| Range | 555925 |
| Interquartile range (IQR) | 15655 |
Descriptive statistics
| Standard deviation | 16169.577 |
|---|---|
| Coefficient of variation (CV) | 1.1996227 |
| Kurtosis | 28.74356 |
| Mean | 13478.885 |
| Median Absolute Deviation (MAD) | 5392 |
| Skewness | 3.4862601 |
| Sum | 2.4003294 × 1010 |
| Variance | 2.6145523 × 108 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 614 | < 0.1% |
| 1971 | 229 | < 0.1% |
| 2253 | 228 | < 0.1% |
| 2149 | 224 | < 0.1% |
| 2842 | 221 | < 0.1% |
| 2079 | 221 | < 0.1% |
| 2606 | 221 | < 0.1% |
| 2076 | 221 | < 0.1% |
| 2447 | 220 | < 0.1% |
| 2301 | 220 | < 0.1% |
| Other values (83430) | 1778188 |
| Value | Count | Frequency (%) |
| 0 | 614 | |
| 1 | 53 | < 0.1% |
| 2 | 46 | < 0.1% |
| 3 | 50 | < 0.1% |
| 4 | 26 | < 0.1% |
| 5 | 42 | < 0.1% |
| 6 | 38 | < 0.1% |
| 7 | 29 | < 0.1% |
| 8 | 30 | < 0.1% |
| 9 | 33 | < 0.1% |
| Value | Count | Frequency (%) |
| 555925 | 1 | |
| 502002 | 1 | |
| 498284 | 1 | |
| 497484 | 1 | |
| 478909 | 1 | |
| 477255 | 1 | |
| 466840 | 1 | |
| 463945 | 1 | |
| 463276 | 1 | |
| 447102 | 1 |
bc_util
Real number (ℝ)
ZEROS 
| Distinct | 1476 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 58.080035 |
| Minimum | 0 |
|---|---|
| Maximum | 339.6 |
| Zeros | 23343 |
| Zeros (%) | 1.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 27.2 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 7.4 |
| Q1 | 35.5 |
| median | 60.6 |
| Q3 | 83.4 |
| 95-th percentile | 97.9 |
| Maximum | 339.6 |
| Range | 339.6 |
| Interquartile range (IQR) | 47.9 |
Descriptive statistics
| Standard deviation | 28.712832 |
|---|---|
| Coefficient of variation (CV) | 0.49436665 |
| Kurtosis | -0.99516944 |
| Mean | 58.080035 |
| Median Absolute Deviation (MAD) | 23.8 |
| Skewness | -0.28259824 |
| Sum | 1.0342933 × 108 |
| Variance | 824.42673 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 23343 | 1.3% |
| 98 | 4957 | 0.3% |
| 97 | 4666 | 0.3% |
| 99 | 4596 | 0.3% |
| 96 | 4517 | 0.3% |
| 95 | 4194 | 0.2% |
| 94 | 3983 | 0.2% |
| 93 | 3800 | 0.2% |
| 92 | 3671 | 0.2% |
| 91 | 3551 | 0.2% |
| Other values (1466) | 1719529 |
| Value | Count | Frequency (%) |
| 0 | 23343 | |
| 0.1 | 1949 | 0.1% |
| 0.2 | 1705 | 0.1% |
| 0.3 | 1445 | 0.1% |
| 0.4 | 1244 | 0.1% |
| 0.5 | 1187 | 0.1% |
| 0.6 | 1086 | 0.1% |
| 0.7 | 1076 | 0.1% |
| 0.8 | 1029 | 0.1% |
| 0.9 | 970 | 0.1% |
| Value | Count | Frequency (%) |
| 339.6 | 1 | |
| 318.2 | 1 | |
| 255.2 | 1 | |
| 252.3 | 1 | |
| 243.8 | 1 | |
| 235.3 | 1 | |
| 204.6 | 1 | |
| 202.9 | 1 | |
| 202 | 1 | |
| 201.9 | 1 |
chargeoff_within_12_mths
Real number (ℝ)
ZEROS 
| Distinct | 11 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.0091183379 |
| Minimum | 0 |
|---|---|
| Maximum | 10 |
| Zeros | 1766309 |
| Zeros (%) | 99.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 27.2 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 0 |
| Maximum | 10 |
| Range | 10 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.10969887 |
|---|---|
| Coefficient of variation (CV) | 12.030577 |
| Kurtosis | 604.95495 |
| Mean | 0.0091183379 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 18.073747 |
| Sum | 16238 |
| Variance | 0.012033841 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 1766309 | |
| 1 | 13249 | 0.7% |
| 2 | 974 | 0.1% |
| 3 | 165 | < 0.1% |
| 4 | 63 | < 0.1% |
| 5 | 20 | < 0.1% |
| 6 | 12 | < 0.1% |
| 7 | 6 | < 0.1% |
| 9 | 6 | < 0.1% |
| 8 | 2 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 1766309 | |
| 1 | 13249 | 0.7% |
| 2 | 974 | 0.1% |
| 3 | 165 | < 0.1% |
| 4 | 63 | < 0.1% |
| 5 | 20 | < 0.1% |
| 6 | 12 | < 0.1% |
| 7 | 6 | < 0.1% |
| 8 | 2 | < 0.1% |
| 9 | 6 | < 0.1% |
| Value | Count | Frequency (%) |
| 10 | 1 | < 0.1% |
| 9 | 6 | < 0.1% |
| 8 | 2 | < 0.1% |
| 7 | 6 | < 0.1% |
| 6 | 12 | < 0.1% |
| 5 | 20 | < 0.1% |
| 4 | 63 | < 0.1% |
| 3 | 165 | < 0.1% |
| 2 | 974 | 0.1% |
| 1 | 13249 |
delinq_2yrs
Real number (ℝ)
ZEROS 
| Distinct | 34 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.31743024 |
| Minimum | 0 |
|---|---|
| Maximum | 39 |
| Zeros | 1438977 |
| Zeros (%) | 80.8% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 27.2 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 2 |
| Maximum | 39 |
| Range | 39 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.88197411 |
|---|---|
| Coefficient of variation (CV) | 2.7784817 |
| Kurtosis | 60.025758 |
| Mean | 0.31743024 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 5.6693133 |
| Sum | 565282 |
| Variance | 0.77787833 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 1438977 | |
| 1 | 227186 | 12.8% |
| 2 | 66195 | 3.7% |
| 3 | 24223 | 1.4% |
| 4 | 10833 | 0.6% |
| 5 | 5451 | 0.3% |
| 6 | 3102 | 0.2% |
| 7 | 1712 | 0.1% |
| 8 | 1044 | 0.1% |
| 9 | 653 | < 0.1% |
| Other values (24) | 1431 | 0.1% |
| Value | Count | Frequency (%) |
| 0 | 1438977 | |
| 1 | 227186 | 12.8% |
| 2 | 66195 | 3.7% |
| 3 | 24223 | 1.4% |
| 4 | 10833 | 0.6% |
| 5 | 5451 | 0.3% |
| 6 | 3102 | 0.2% |
| 7 | 1712 | 0.1% |
| 8 | 1044 | 0.1% |
| 9 | 653 | < 0.1% |
| Value | Count | Frequency (%) |
| 39 | 1 | < 0.1% |
| 36 | 1 | < 0.1% |
| 32 | 1 | < 0.1% |
| 30 | 1 | < 0.1% |
| 29 | 2 | |
| 28 | 1 | < 0.1% |
| 27 | 1 | < 0.1% |
| 26 | 3 | |
| 25 | 2 | |
| 24 | 1 | < 0.1% |
dti
Real number (ℝ)
SKEWED 
| Distinct | 9349 |
|---|---|
| Distinct (%) | 0.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 18.746592 |
| Minimum | -1 |
|---|---|
| Maximum | 999 |
| Zeros | 971 |
| Zeros (%) | 0.1% |
| Negative | 2 |
| Negative (%) | < 0.1% |
| Memory size | 27.2 MiB |
Quantile statistics
| Minimum | -1 |
|---|---|
| 5-th percentile | 5.07 |
| Q1 | 11.96 |
| median | 17.88 |
| Q3 | 24.52 |
| 95-th percentile | 33.6 |
| Maximum | 999 |
| Range | 1000 |
| Interquartile range (IQR) | 12.56 |
Descriptive statistics
| Standard deviation | 13.228308 |
|---|---|
| Coefficient of variation (CV) | 0.70563803 |
| Kurtosis | 1935.2832 |
| Mean | 18.746592 |
| Median Absolute Deviation (MAD) | 6.24 |
| Skewness | 29.734918 |
| Sum | 33384062 |
| Variance | 174.98813 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 19.2 | 1271 | 0.1% |
| 14.4 | 1254 | 0.1% |
| 18 | 1250 | 0.1% |
| 16.8 | 1244 | 0.1% |
| 13.2 | 1192 | 0.1% |
| 15.6 | 1187 | 0.1% |
| 20.4 | 1152 | 0.1% |
| 12 | 1143 | 0.1% |
| 21.6 | 1117 | 0.1% |
| 10.8 | 1059 | 0.1% |
| Other values (9339) | 1768938 |
| Value | Count | Frequency (%) |
| -1 | 2 | < 0.1% |
| 0 | 971 | |
| 0.01 | 12 | < 0.1% |
| 0.02 | 24 | < 0.1% |
| 0.03 | 14 | < 0.1% |
| 0.04 | 9 | < 0.1% |
| 0.05 | 15 | < 0.1% |
| 0.06 | 27 | < 0.1% |
| 0.07 | 20 | < 0.1% |
| 0.08 | 22 | < 0.1% |
| Value | Count | Frequency (%) |
| 999 | 89 | |
| 994.4 | 1 | < 0.1% |
| 991.57 | 1 | < 0.1% |
| 962.83 | 1 | < 0.1% |
| 962.12 | 1 | < 0.1% |
| 942.17 | 1 | < 0.1% |
| 917.87 | 1 | < 0.1% |
| 893.1 | 1 | < 0.1% |
| 886.77 | 1 | < 0.1% |
| 879.55 | 1 | < 0.1% |
emp_length
Categorical
| Distinct | 11 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 15.3 MiB |
| 10 | |
|---|---|
| 0 | |
| 2 | |
| 3 | |
| 1 | |
| Other values (6) |
Length
| Max length | 2 |
|---|---|
| Median length | 1 |
| Mean length | 1.3316884 |
| Min length | 1 |
Characters and Unicode
| Total characters | 2371480 |
|---|---|
| Distinct characters | 10 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 4 |
|---|---|
| 2nd row | 2 |
| 3rd row | 10 |
| 4th row | 3 |
| 5th row | 4 |
Common Values
| Value | Count | Frequency (%) |
| 10 | 590673 | |
| 0 | 259066 | |
| 2 | 160692 | 9.0% |
| 3 | 142512 | 8.0% |
| 1 | 117185 | 6.6% |
| 5 | 109508 | 6.1% |
| 4 | 106030 | 6.0% |
| 6 | 80737 | 4.5% |
| 8 | 75519 | 4.2% |
| 7 | 74368 | 4.2% |
Length
| Value | Count | Frequency (%) |
| 10 | 590673 | |
| 0 | 259066 | |
| 2 | 160692 | 9.0% |
| 3 | 142512 | 8.0% |
| 1 | 117185 | 6.6% |
| 5 | 109508 | 6.1% |
| 4 | 106030 | 6.0% |
| 6 | 80737 | 4.5% |
| 8 | 75519 | 4.2% |
| 7 | 74368 | 4.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 849739 | |
| 1 | 707858 | |
| 2 | 160692 | 6.8% |
| 3 | 142512 | 6.0% |
| 5 | 109508 | 4.6% |
| 4 | 106030 | 4.5% |
| 6 | 80737 | 3.4% |
| 8 | 75519 | 3.2% |
| 7 | 74368 | 3.1% |
| 9 | 64517 | 2.7% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 2371480 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 849739 | |
| 1 | 707858 | |
| 2 | 160692 | 6.8% |
| 3 | 142512 | 6.0% |
| 5 | 109508 | 4.6% |
| 4 | 106030 | 4.5% |
| 6 | 80737 | 3.4% |
| 8 | 75519 | 3.2% |
| 7 | 74368 | 3.1% |
| 9 | 64517 | 2.7% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 2371480 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 849739 | |
| 1 | 707858 | |
| 2 | 160692 | 6.8% |
| 3 | 142512 | 6.0% |
| 5 | 109508 | 4.6% |
| 4 | 106030 | 4.5% |
| 6 | 80737 | 3.4% |
| 8 | 75519 | 3.2% |
| 7 | 74368 | 3.1% |
| 9 | 64517 | 2.7% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 2371480 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 849739 | |
| 1 | 707858 | |
| 2 | 160692 | 6.8% |
| 3 | 142512 | 6.0% |
| 5 | 109508 | 4.6% |
| 4 | 106030 | 4.5% |
| 6 | 80737 | 3.4% |
| 8 | 75519 | 3.2% |
| 7 | 74368 | 3.1% |
| 9 | 64517 | 2.7% |
emp_title
Text
MISSING 
| Distinct | 355491 |
|---|---|
| Distinct (%) | 21.5% |
| Missing | 125407 |
| Missing (%) | 7.0% |
| Memory size | 27.2 MiB |
Length
| Max length | 42 |
|---|---|
| Median length | 32 |
| Mean length | 15.573088 |
| Min length | 1 |
Characters and Unicode
| Total characters | 25779690 |
|---|---|
| Distinct characters | 131 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 269759 ? |
|---|---|
| Unique (%) | 16.3% |
Sample
| 1st row | PROJECT_MANAGER |
|---|---|
| 2nd row | SURGICAL_TECHNICIAN |
| 3rd row | TEAM_LEADERN_CUSTOMER_OPS_&_SYSTEMS |
| 4th row | SYSTEMS_ENGINEER |
| 5th row | ASSISTANT_DIRECTOR_-_HUMAN_RESOURCES |
| Value | Count | Frequency (%) |
| teacher | 38067 | 2.3% |
| manager | 37323 | 2.3% |
| owner | 24645 | 1.5% |
| registered_nurse | 18555 | 1.1% |
| supervisor | 18030 | 1.1% |
| driver | 17899 | 1.1% |
| sales | 15581 | 0.9% |
| rn | 14024 | 0.8% |
| office_manager | 11308 | 0.7% |
| project_manager | 11219 | 0.7% |
| Other values (332086) | 1448762 |
Most occurring characters
| Value | Count | Frequency (%) |
| E | 2969283 | |
| R | 2430919 | |
| A | 2377113 | 9.2% |
| I | 1937324 | 7.5% |
| N | 1865993 | 7.2% |
| _ | 1860173 | 7.2% |
| T | 1822576 | 7.1% |
| S | 1713995 | 6.6% |
| O | 1446120 | 5.6% |
| C | 1395271 | 5.4% |
| Other values (121) | 5960923 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 25779690 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| E | 2969283 | |
| R | 2430919 | |
| A | 2377113 | 9.2% |
| I | 1937324 | 7.5% |
| N | 1865993 | 7.2% |
| _ | 1860173 | 7.2% |
| T | 1822576 | 7.1% |
| S | 1713995 | 6.6% |
| O | 1446120 | 5.6% |
| C | 1395271 | 5.4% |
| Other values (121) | 5960923 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 25779690 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| E | 2969283 | |
| R | 2430919 | |
| A | 2377113 | 9.2% |
| I | 1937324 | 7.5% |
| N | 1865993 | 7.2% |
| _ | 1860173 | 7.2% |
| T | 1822576 | 7.1% |
| S | 1713995 | 6.6% |
| O | 1446120 | 5.6% |
| C | 1395271 | 5.4% |
| Other values (121) | 5960923 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 25779690 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| E | 2969283 | |
| R | 2430919 | |
| A | 2377113 | 9.2% |
| I | 1937324 | 7.5% |
| N | 1865993 | 7.2% |
| _ | 1860173 | 7.2% |
| T | 1822576 | 7.1% |
| S | 1713995 | 6.6% |
| O | 1446120 | 5.6% |
| C | 1395271 | 5.4% |
| Other values (121) | 5960923 |
fico_range_high
Real number (ℝ)
| Distinct | 38 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 701.17756 |
| Minimum | 664 |
|---|---|
| Maximum | 850 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 27.2 MiB |
Quantile statistics
| Minimum | 664 |
|---|---|
| 5-th percentile | 664 |
| Q1 | 674 |
| median | 694 |
| Q3 | 719 |
| 95-th percentile | 769 |
| Maximum | 850 |
| Range | 186 |
| Interquartile range (IQR) | 45 |
Descriptive statistics
| Standard deviation | 32.487435 |
|---|---|
| Coefficient of variation (CV) | 0.04633268 |
| Kurtosis | 1.5508258 |
| Mean | 701.17756 |
| Median Absolute Deviation (MAD) | 20 |
| Skewness | 1.2599387 |
| Sum | 1.2486619 × 109 |
| Variance | 1055.4335 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 664 | 155764 | 8.7% |
| 674 | 150673 | 8.5% |
| 669 | 150202 | 8.4% |
| 684 | 134656 | 7.6% |
| 679 | 134595 | 7.6% |
| 689 | 118377 | 6.6% |
| 694 | 115285 | 6.5% |
| 699 | 103553 | 5.8% |
| 704 | 96756 | 5.4% |
| 709 | 87721 | 4.9% |
| Other values (28) | 533225 |
| Value | Count | Frequency (%) |
| 664 | 155764 | |
| 669 | 150202 | |
| 674 | 150673 | |
| 679 | 134595 | |
| 684 | 134656 | |
| 689 | 118377 | |
| 694 | 115285 | |
| 699 | 103553 | |
| 704 | 96756 | |
| 709 | 87721 |
| Value | Count | Frequency (%) |
| 850 | 302 | < 0.1% |
| 844 | 398 | < 0.1% |
| 839 | 625 | < 0.1% |
| 834 | 1080 | 0.1% |
| 829 | 1612 | 0.1% |
| 824 | 2139 | 0.1% |
| 819 | 2923 | |
| 814 | 3466 | |
| 809 | 4850 | |
| 804 | 5710 |
fico_range_low
Real number (ℝ)
| Distinct | 38 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 697.17739 |
| Minimum | 660 |
|---|---|
| Maximum | 845 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 27.2 MiB |
Quantile statistics
| Minimum | 660 |
|---|---|
| 5-th percentile | 660 |
| Q1 | 670 |
| median | 690 |
| Q3 | 715 |
| 95-th percentile | 765 |
| Maximum | 845 |
| Range | 185 |
| Interquartile range (IQR) | 45 |
Descriptive statistics
| Standard deviation | 32.486661 |
|---|---|
| Coefficient of variation (CV) | 0.046597411 |
| Kurtosis | 1.5492987 |
| Mean | 697.17739 |
| Median Absolute Deviation (MAD) | 20 |
| Skewness | 1.259718 |
| Sum | 1.2415384 × 109 |
| Variance | 1055.3832 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 660 | 155764 | 8.7% |
| 670 | 150673 | 8.5% |
| 665 | 150202 | 8.4% |
| 680 | 134656 | 7.6% |
| 675 | 134595 | 7.6% |
| 685 | 118377 | 6.6% |
| 690 | 115285 | 6.5% |
| 695 | 103553 | 5.8% |
| 700 | 96756 | 5.4% |
| 705 | 87721 | 4.9% |
| Other values (28) | 533225 |
| Value | Count | Frequency (%) |
| 660 | 155764 | |
| 665 | 150202 | |
| 670 | 150673 | |
| 675 | 134595 | |
| 680 | 134656 | |
| 685 | 118377 | |
| 690 | 115285 | |
| 695 | 103553 | |
| 700 | 96756 | |
| 705 | 87721 |
| Value | Count | Frequency (%) |
| 845 | 302 | < 0.1% |
| 840 | 398 | < 0.1% |
| 835 | 625 | < 0.1% |
| 830 | 1080 | 0.1% |
| 825 | 1612 | 0.1% |
| 820 | 2139 | 0.1% |
| 815 | 2923 | |
| 810 | 3466 | |
| 805 | 4850 | |
| 800 | 5710 |
grade
Categorical
| Distinct | 7 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 15.3 MiB |
| B | |
|---|---|
| C | |
| A | |
| D | |
| E | |
| Other values (2) | 44860 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 1780807 |
|---|---|
| Distinct characters | 7 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | B |
|---|---|
| 2nd row | B |
| 3rd row | B |
| 4th row | A |
| 5th row | B |
Common Values
| Value | Count | Frequency (%) |
| B | 522184 | |
| C | 510790 | |
| A | 328659 | |
| D | 263837 | |
| E | 110477 | 6.2% |
| F | 34830 | 2.0% |
| G | 10030 | 0.6% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| b | 522184 | |
| c | 510790 | |
| a | 328659 | |
| d | 263837 | |
| e | 110477 | 6.2% |
| f | 34830 | 2.0% |
| g | 10030 | 0.6% |
Most occurring characters
| Value | Count | Frequency (%) |
| B | 522184 | |
| C | 510790 | |
| A | 328659 | |
| D | 263837 | |
| E | 110477 | 6.2% |
| F | 34830 | 2.0% |
| G | 10030 | 0.6% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 1780807 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| B | 522184 | |
| C | 510790 | |
| A | 328659 | |
| D | 263837 | |
| E | 110477 | 6.2% |
| F | 34830 | 2.0% |
| G | 10030 | 0.6% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 1780807 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| B | 522184 | |
| C | 510790 | |
| A | 328659 | |
| D | 263837 | |
| E | 110477 | 6.2% |
| F | 34830 | 2.0% |
| G | 10030 | 0.6% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 1780807 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| B | 522184 | |
| C | 510790 | |
| A | 328659 | |
| D | 263837 | |
| E | 110477 | 6.2% |
| F | 34830 | 2.0% |
| G | 10030 | 0.6% |
home_ownership
Categorical
| Distinct | 6 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 15.3 MiB |
| MORTGAGE | |
|---|---|
| RENT | |
| OWN | |
| ANY | 1181 |
| NONE | 45 |
Length
| Max length | 8 |
|---|---|
| Median length | 5 |
| Mean length | 5.8675679 |
| Min length | 3 |
Characters and Unicode
| Total characters | 10449006 |
|---|---|
| Distinct characters | 11 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | RENT |
|---|---|
| 2nd row | MORTGAGE |
| 3rd row | OWN |
| 4th row | MORTGAGE |
| 5th row | RENT |
Common Values
| Value | Count | Frequency (%) |
| MORTGAGE | 881467 | |
| RENT | 699117 | |
| OWN | 198953 | 11.2% |
| ANY | 1181 | 0.1% |
| NONE | 45 | < 0.1% |
| OTHER | 44 | < 0.1% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| mortgage | 881467 | |
| rent | 699117 | |
| own | 198953 | 11.2% |
| any | 1181 | 0.1% |
| none | 45 | < 0.1% |
| other | 44 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| G | 1762934 | |
| E | 1580673 | |
| R | 1580628 | |
| T | 1580628 | |
| O | 1080509 | |
| N | 899341 | |
| A | 882648 | |
| M | 881467 | |
| W | 198953 | 1.9% |
| Y | 1181 | < 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 10449006 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| G | 1762934 | |
| E | 1580673 | |
| R | 1580628 | |
| T | 1580628 | |
| O | 1080509 | |
| N | 899341 | |
| A | 882648 | |
| M | 881467 | |
| W | 198953 | 1.9% |
| Y | 1181 | < 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 10449006 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| G | 1762934 | |
| E | 1580673 | |
| R | 1580628 | |
| T | 1580628 | |
| O | 1080509 | |
| N | 899341 | |
| A | 882648 | |
| M | 881467 | |
| W | 198953 | 1.9% |
| Y | 1181 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 10449006 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| G | 1762934 | |
| E | 1580673 | |
| R | 1580628 | |
| T | 1580628 | |
| O | 1080509 | |
| N | 899341 | |
| A | 882648 | |
| M | 881467 | |
| W | 198953 | 1.9% |
| Y | 1181 | < 0.1% |
inq_last_6mths
Real number (ℝ)
ZEROS 
| Distinct | 9 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.60525256 |
| Minimum | 0 |
|---|---|
| Maximum | 8 |
| Zeros | 1058418 |
| Zeros (%) | 59.4% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 27.2 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 1 |
| 95-th percentile | 2 |
| Maximum | 8 |
| Range | 8 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 0.89573932 |
|---|---|
| Coefficient of variation (CV) | 1.479943 |
| Kurtosis | 3.5699568 |
| Mean | 0.60525256 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 1.7598544 |
| Sum | 1077838 |
| Variance | 0.80234893 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 1058418 | |
| 1 | 476033 | |
| 2 | 166357 | 9.3% |
| 3 | 58072 | 3.3% |
| 4 | 15628 | 0.9% |
| 5 | 5436 | 0.3% |
| 6 | 859 | < 0.1% |
| 7 | 3 | < 0.1% |
| 8 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 1058418 | |
| 1 | 476033 | |
| 2 | 166357 | 9.3% |
| 3 | 58072 | 3.3% |
| 4 | 15628 | 0.9% |
| 5 | 5436 | 0.3% |
| 6 | 859 | < 0.1% |
| 7 | 3 | < 0.1% |
| 8 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 8 | 1 | < 0.1% |
| 7 | 3 | < 0.1% |
| 6 | 859 | < 0.1% |
| 5 | 5436 | 0.3% |
| 4 | 15628 | 0.9% |
| 3 | 58072 | 3.3% |
| 2 | 166357 | 9.3% |
| 1 | 476033 | |
| 0 | 1058418 |
installment
Real number (ℝ)
| Distinct | 88561 |
|---|---|
| Distinct (%) | 5.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 444.65469 |
| Minimum | 4.93 |
|---|---|
| Maximum | 1719.83 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 27.2 MiB |
Quantile statistics
| Minimum | 4.93 |
|---|---|
| 5-th percentile | 109.75 |
| Q1 | 250.29 |
| median | 377.04 |
| Q3 | 591.11 |
| 95-th percentile | 988.42 |
| Maximum | 1719.83 |
| Range | 1714.9 |
| Interquartile range (IQR) | 340.82 |
Descriptive statistics
| Standard deviation | 267.81647 |
|---|---|
| Coefficient of variation (CV) | 0.60230214 |
| Kurtosis | 0.70629311 |
| Mean | 444.65469 |
| Median Absolute Deviation (MAD) | 158.01 |
| Skewness | 1.0098912 |
| Sum | 7.9184418 × 108 |
| Variance | 71725.661 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 301.15 | 3860 | 0.2% |
| 332.1 | 3375 | 0.2% |
| 327.34 | 3280 | 0.2% |
| 361.38 | 3151 | 0.2% |
| 602.3 | 2739 | 0.2% |
| 451.73 | 2736 | 0.2% |
| 329.72 | 2560 | 0.1% |
| 318.79 | 2281 | 0.1% |
| 312.86 | 2181 | 0.1% |
| 392.81 | 2168 | 0.1% |
| Other values (88551) | 1752476 |
| Value | Count | Frequency (%) |
| 4.93 | 1 | |
| 7.61 | 1 | |
| 14.01 | 1 | |
| 14.77 | 1 | |
| 19.4 | 1 | |
| 20.11 | 1 | |
| 23.26 | 1 | |
| 23.36 | 1 | |
| 25.81 | 1 | |
| 25.86 | 1 |
| Value | Count | Frequency (%) |
| 1719.83 | 2 | < 0.1% |
| 1717.63 | 1 | < 0.1% |
| 1715.42 | 2 | < 0.1% |
| 1714.54 | 5 | |
| 1691.28 | 2 | < 0.1% |
| 1676.23 | 2 | < 0.1% |
| 1671.88 | 2 | < 0.1% |
| 1670.15 | 1 | < 0.1% |
| 1664.57 | 1 | < 0.1% |
| 1647.03 | 1 | < 0.1% |
int_rate
Real number (ℝ)
| Distinct | 395 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.13186416 |
| Minimum | 0.0531 |
|---|---|
| Maximum | 0.3099 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 27.2 MiB |
Quantile statistics
| Minimum | 0.0531 |
|---|---|
| 5-th percentile | 0.0649 |
| Q1 | 0.0949 |
| median | 0.1269 |
| Q3 | 0.1599 |
| 95-th percentile | 0.2239 |
| Maximum | 0.3099 |
| Range | 0.2568 |
| Interquartile range (IQR) | 0.065 |
Descriptive statistics
| Standard deviation | 0.04851914 |
|---|---|
| Coefficient of variation (CV) | 0.3679479 |
| Kurtosis | 0.55136545 |
| Mean | 0.13186416 |
| Median Absolute Deviation (MAD) | 0.0325 |
| Skewness | 0.75768475 |
| Sum | 234824.62 |
| Variance | 0.002354107 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.1199 | 41915 | 2.4% |
| 0.0532 | 41635 | 2.3% |
| 0.1099 | 41298 | 2.3% |
| 0.1399 | 36830 | 2.1% |
| 0.1149 | 29448 | 1.7% |
| 0.1699 | 28174 | 1.6% |
| 0.1299 | 27678 | 1.6% |
| 0.0789 | 27379 | 1.5% |
| 0.0917 | 26922 | 1.5% |
| 0.1561 | 24259 | 1.4% |
| Other values (385) | 1455269 |
| Value | Count | Frequency (%) |
| 0.0531 | 3294 | 0.2% |
| 0.0532 | 41635 | |
| 0.0593 | 1809 | 0.1% |
| 0.06 | 600 | < 0.1% |
| 0.0603 | 9250 | 0.5% |
| 0.0607 | 2223 | 0.1% |
| 0.0608 | 2937 | 0.2% |
| 0.0611 | 3834 | 0.2% |
| 0.0619 | 1314 | 0.1% |
| 0.0624 | 7456 | 0.4% |
| Value | Count | Frequency (%) |
| 0.3099 | 663 | |
| 0.3094 | 571 | |
| 0.3089 | 540 | |
| 0.3084 | 611 | |
| 0.3079 | 1159 | |
| 0.3075 | 750 | |
| 0.3074 | 392 | < 0.1% |
| 0.3065 | 687 | |
| 0.3049 | 440 | < 0.1% |
| 0.3017 | 843 |
issue_d
Date
| Distinct | 98 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 27.2 MiB |
| Minimum | 2012-08-01 00:00:00 |
|---|---|
| Maximum | 2020-09-01 00:00:00 |
last_fico_range_high
Real number (ℝ)
| Distinct | 72 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 678.57609 |
| Minimum | 0 |
|---|---|
| Maximum | 850 |
| Zeros | 178 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 27.2 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 519 |
| Q1 | 624 |
| median | 694 |
| Q3 | 739 |
| 95-th percentile | 799 |
| Maximum | 850 |
| Range | 850 |
| Interquartile range (IQR) | 115 |
Descriptive statistics
| Standard deviation | 82.460517 |
|---|---|
| Coefficient of variation (CV) | 0.12151993 |
| Kurtosis | -0.10653194 |
| Mean | 678.57609 |
| Median Absolute Deviation (MAD) | 50 |
| Skewness | -0.55279513 |
| Sum | 1.208413 × 109 |
| Variance | 6799.7369 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 709 | 54374 | 3.1% |
| 694 | 53856 | 3.0% |
| 714 | 53632 | 3.0% |
| 699 | 53504 | 3.0% |
| 704 | 53436 | 3.0% |
| 719 | 53034 | 3.0% |
| 724 | 51560 | 2.9% |
| 684 | 49031 | 2.8% |
| 689 | 48530 | 2.7% |
| 499 | 47554 | 2.7% |
| Other values (62) | 1262296 |
| Value | Count | Frequency (%) |
| 0 | 178 | < 0.1% |
| 499 | 47554 | |
| 504 | 10136 | 0.6% |
| 509 | 10827 | 0.6% |
| 514 | 12227 | 0.7% |
| 519 | 12526 | 0.7% |
| 524 | 14127 | 0.8% |
| 529 | 13923 | 0.8% |
| 534 | 15741 | 0.9% |
| 539 | 15800 | 0.9% |
| Value | Count | Frequency (%) |
| 850 | 364 | < 0.1% |
| 844 | 869 | < 0.1% |
| 839 | 1644 | 0.1% |
| 834 | 3251 | 0.2% |
| 829 | 5387 | 0.3% |
| 824 | 6942 | |
| 819 | 10090 | |
| 814 | 11704 | |
| 809 | 14522 | |
| 804 | 17142 |
last_fico_range_low
Real number (ℝ)
ZEROS 
| Distinct | 71 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 661.35799 |
| Minimum | 0 |
|---|---|
| Maximum | 845 |
| Zeros | 47732 |
| Zeros (%) | 2.7% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 27.2 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 515 |
| Q1 | 620 |
| median | 690 |
| Q3 | 735 |
| 95-th percentile | 795 |
| Maximum | 845 |
| Range | 845 |
| Interquartile range (IQR) | 115 |
Descriptive statistics
| Standard deviation | 133.84636 |
|---|---|
| Coefficient of variation (CV) | 0.20238111 |
| Kurtosis | 13.241018 |
| Mean | 661.35799 |
| Median Absolute Deviation (MAD) | 50 |
| Skewness | -3.1858893 |
| Sum | 1.1777509 × 109 |
| Variance | 17914.848 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 705 | 54374 | 3.1% |
| 690 | 53856 | 3.0% |
| 710 | 53632 | 3.0% |
| 695 | 53504 | 3.0% |
| 700 | 53436 | 3.0% |
| 715 | 53034 | 3.0% |
| 720 | 51560 | 2.9% |
| 680 | 49031 | 2.8% |
| 685 | 48530 | 2.7% |
| 0 | 47732 | 2.7% |
| Other values (61) | 1262118 |
| Value | Count | Frequency (%) |
| 0 | 47732 | |
| 500 | 10136 | 0.6% |
| 505 | 10827 | 0.6% |
| 510 | 12227 | 0.7% |
| 515 | 12526 | 0.7% |
| 520 | 14127 | 0.8% |
| 525 | 13923 | 0.8% |
| 530 | 15741 | 0.9% |
| 535 | 15800 | 0.9% |
| 540 | 17649 | 1.0% |
| Value | Count | Frequency (%) |
| 845 | 364 | < 0.1% |
| 840 | 869 | < 0.1% |
| 835 | 1644 | 0.1% |
| 830 | 3251 | 0.2% |
| 825 | 5387 | 0.3% |
| 820 | 6942 | |
| 815 | 10090 | |
| 810 | 11704 | |
| 805 | 14522 | |
| 800 | 17142 |
loan_amnt
Real number (ℝ)
| Distinct | 1561 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 14736.404 |
| Minimum | 1000 |
|---|---|
| Maximum | 40000 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 27.2 MiB |
Quantile statistics
| Minimum | 1000 |
|---|---|
| 5-th percentile | 3200 |
| Q1 | 8000 |
| median | 12100 |
| Q3 | 20000 |
| 95-th percentile | 35000 |
| Maximum | 40000 |
| Range | 39000 |
| Interquartile range (IQR) | 12000 |
Descriptive statistics
| Standard deviation | 9000.6551 |
|---|---|
| Coefficient of variation (CV) | 0.61077689 |
| Kurtosis | -0.08851783 |
| Mean | 14736.404 |
| Median Absolute Deviation (MAD) | 5900 |
| Skewness | 0.78861326 |
| Sum | 2.6242691 × 1010 |
| Variance | 81011792 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 10000 | 139718 | 7.8% |
| 20000 | 97500 | 5.5% |
| 15000 | 94562 | 5.3% |
| 12000 | 94452 | 5.3% |
| 35000 | 67362 | 3.8% |
| 5000 | 66407 | 3.7% |
| 8000 | 61776 | 3.5% |
| 6000 | 58295 | 3.3% |
| 16000 | 50325 | 2.8% |
| 25000 | 48111 | 2.7% |
| Other values (1551) | 1002299 |
| Value | Count | Frequency (%) |
| 1000 | 7850 | |
| 1025 | 30 | < 0.1% |
| 1050 | 45 | < 0.1% |
| 1075 | 22 | < 0.1% |
| 1100 | 225 | < 0.1% |
| 1125 | 38 | < 0.1% |
| 1150 | 33 | < 0.1% |
| 1175 | 15 | < 0.1% |
| 1200 | 3099 | 0.2% |
| 1225 | 16 | < 0.1% |
| Value | Count | Frequency (%) |
| 40000 | 18659 | |
| 39975 | 10 | < 0.1% |
| 39950 | 5 | < 0.1% |
| 39925 | 6 | < 0.1% |
| 39900 | 15 | < 0.1% |
| 39875 | 5 | < 0.1% |
| 39850 | 4 | < 0.1% |
| 39825 | 10 | < 0.1% |
| 39800 | 9 | < 0.1% |
| 39775 | 9 | < 0.1% |
loan_status
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 15.3 MiB |
| Fully Paid | |
|---|---|
| Non-Performing |
Length
| Max length | 14 |
|---|---|
| Median length | 10 |
| Mean length | 10.804132 |
| Min length | 10 |
Characters and Unicode
| Total characters | 19240074 |
|---|---|
| Distinct characters | 18 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Fully Paid |
|---|---|
| 2nd row | Fully Paid |
| 3rd row | Fully Paid |
| 4th row | Fully Paid |
| 5th row | Fully Paid |
Common Values
| Value | Count | Frequency (%) |
| Fully Paid | 1422806 | |
| Non-Performing | 358001 | 20.1% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| fully | 1422806 | |
| paid | 1422806 | |
| non-performing | 358001 | 11.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| l | 2845612 | |
| P | 1780807 | |
| i | 1780807 | |
| F | 1422806 | 7.4% |
| y | 1422806 | 7.4% |
| 1422806 | 7.4% | |
| a | 1422806 | 7.4% |
| d | 1422806 | 7.4% |
| u | 1422806 | 7.4% |
| r | 716002 | 3.7% |
| Other values (8) | 3580010 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 19240074 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| l | 2845612 | |
| P | 1780807 | |
| i | 1780807 | |
| F | 1422806 | 7.4% |
| y | 1422806 | 7.4% |
| 1422806 | 7.4% | |
| a | 1422806 | 7.4% |
| d | 1422806 | 7.4% |
| u | 1422806 | 7.4% |
| r | 716002 | 3.7% |
| Other values (8) | 3580010 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 19240074 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| l | 2845612 | |
| P | 1780807 | |
| i | 1780807 | |
| F | 1422806 | 7.4% |
| y | 1422806 | 7.4% |
| 1422806 | 7.4% | |
| a | 1422806 | 7.4% |
| d | 1422806 | 7.4% |
| u | 1422806 | 7.4% |
| r | 716002 | 3.7% |
| Other values (8) | 3580010 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 19240074 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| l | 2845612 | |
| P | 1780807 | |
| i | 1780807 | |
| F | 1422806 | 7.4% |
| y | 1422806 | 7.4% |
| 1422806 | 7.4% | |
| a | 1422806 | 7.4% |
| d | 1422806 | 7.4% |
| u | 1422806 | 7.4% |
| r | 716002 | 3.7% |
| Other values (8) | 3580010 |
purpose
Categorical
| Distinct | 14 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 15.3 MiB |
| debt_consolidation | |
|---|---|
| credit_card | |
| home_improvement | |
| other | |
| major_purchase | 38262 |
| Other values (9) | 93347 |
Length
| Max length | 18 |
|---|---|
| Median length | 18 |
| Mean length | 14.876841 |
| Min length | 3 |
Characters and Unicode
| Total characters | 26492782 |
|---|---|
| Distinct characters | 22 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | debt_consolidation |
|---|---|
| 2nd row | home_improvement |
| 3rd row | debt_consolidation |
| 4th row | debt_consolidation |
| 5th row | debt_consolidation |
Common Values
| Value | Count | Frequency (%) |
| debt_consolidation | 1023751 | |
| credit_card | 402392 | 22.6% |
| home_improvement | 117589 | 6.6% |
| other | 105466 | 5.9% |
| major_purchase | 38262 | 2.1% |
| medical | 21100 | 1.2% |
| car | 17845 | 1.0% |
| small_business | 17557 | 1.0% |
| vacation | 12441 | 0.7% |
| moving | 12105 | 0.7% |
| Other values (4) | 12299 | 0.7% |
Length
| Value | Count | Frequency (%) |
| debt_consolidation | 1023751 | |
| credit_card | 402392 | 22.6% |
| home_improvement | 117589 | 6.6% |
| other | 105466 | 5.9% |
| major_purchase | 38262 | 2.1% |
| medical | 21100 | 1.2% |
| car | 17845 | 1.0% |
| small_business | 17557 | 1.0% |
| vacation | 12441 | 0.7% |
| moving | 12105 | 0.7% |
| Other values (4) | 12299 | 0.7% |
Most occurring characters
| Value | Count | Frequency (%) |
| o | 3485038 | |
| d | 2875120 | |
| t | 2685392 | |
| i | 2631554 | |
| n | 2210262 | |
| e | 1977994 | |
| c | 1918185 | |
| _ | 1600651 | 6.0% |
| a | 1585155 | 6.0% |
| s | 1142572 | 4.3% |
| Other values (12) | 4380859 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 26492782 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| o | 3485038 | |
| d | 2875120 | |
| t | 2685392 | |
| i | 2631554 | |
| n | 2210262 | |
| e | 1977994 | |
| c | 1918185 | |
| _ | 1600651 | 6.0% |
| a | 1585155 | 6.0% |
| s | 1142572 | 4.3% |
| Other values (12) | 4380859 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 26492782 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| o | 3485038 | |
| d | 2875120 | |
| t | 2685392 | |
| i | 2631554 | |
| n | 2210262 | |
| e | 1977994 | |
| c | 1918185 | |
| _ | 1600651 | 6.0% |
| a | 1585155 | 6.0% |
| s | 1142572 | 4.3% |
| Other values (12) | 4380859 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 26492782 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| o | 3485038 | |
| d | 2875120 | |
| t | 2685392 | |
| i | 2631554 | |
| n | 2210262 | |
| e | 1977994 | |
| c | 1918185 | |
| _ | 1600651 | 6.0% |
| a | 1585155 | 6.0% |
| s | 1142572 | 4.3% |
| Other values (12) | 4380859 |
revol_bal
Real number (ℝ)
| Distinct | 93490 |
|---|---|
| Distinct (%) | 5.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 16482.243 |
| Minimum | 0 |
|---|---|
| Maximum | 2904836 |
| Zeros | 6779 |
| Zeros (%) | 0.4% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 27.2 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1705 |
| Q1 | 5969 |
| median | 11210 |
| Q3 | 19963 |
| 95-th percentile | 44347 |
| Maximum | 2904836 |
| Range | 2904836 |
| Interquartile range (IQR) | 13994 |
Descriptive statistics
| Standard deviation | 22665.016 |
|---|---|
| Coefficient of variation (CV) | 1.3751172 |
| Kurtosis | 575.91154 |
| Mean | 16482.243 |
| Median Absolute Deviation (MAD) | 6231 |
| Skewness | 12.568435 |
| Sum | 2.9351693 × 1010 |
| Variance | 5.1370297 × 108 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 6779 | 0.4% |
| 8 | 174 | < 0.1% |
| 6312 | 137 | < 0.1% |
| 5453 | 132 | < 0.1% |
| 10 | 128 | < 0.1% |
| 2 | 128 | < 0.1% |
| 5570 | 128 | < 0.1% |
| 5849 | 127 | < 0.1% |
| 5232 | 127 | < 0.1% |
| 4777 | 127 | < 0.1% |
| Other values (93480) | 1772820 |
| Value | Count | Frequency (%) |
| 0 | 6779 | |
| 1 | 94 | < 0.1% |
| 2 | 128 | < 0.1% |
| 3 | 119 | < 0.1% |
| 4 | 113 | < 0.1% |
| 5 | 107 | < 0.1% |
| 6 | 117 | < 0.1% |
| 7 | 97 | < 0.1% |
| 8 | 174 | < 0.1% |
| 9 | 116 | < 0.1% |
| Value | Count | Frequency (%) |
| 2904836 | 1 | |
| 2568995 | 1 | |
| 2560703 | 1 | |
| 1746716 | 1 | |
| 1743266 | 1 | |
| 1696796 | 1 | |
| 1470945 | 1 | |
| 1392002 | 1 | |
| 1298783 | 1 | |
| 1190046 | 1 |
revol_util
Real number (ℝ)
| Distinct | 1305 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.50422159 |
| Minimum | 0 |
|---|---|
| Maximum | 3.666 |
| Zeros | 8251 |
| Zeros (%) | 0.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 27.2 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.096 |
| Q1 | 0.317 |
| median | 0.504 |
| Q3 | 0.693 |
| 95-th percentile | 0.909 |
| Maximum | 3.666 |
| Range | 3.666 |
| Interquartile range (IQR) | 0.376 |
Descriptive statistics
| Standard deviation | 0.24612087 |
|---|---|
| Coefficient of variation (CV) | 0.48812045 |
| Kurtosis | -0.80754693 |
| Mean | 0.50422159 |
| Median Absolute Deviation (MAD) | 0.188 |
| Skewness | -0.0079713773 |
| Sum | 897921.34 |
| Variance | 0.060575483 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 8251 | 0.5% |
| 0.57 | 3465 | 0.2% |
| 0.48 | 3459 | 0.2% |
| 0.59 | 3438 | 0.2% |
| 0.53 | 3410 | 0.2% |
| 0.58 | 3409 | 0.2% |
| 0.61 | 3388 | 0.2% |
| 0.55 | 3359 | 0.2% |
| 0.54 | 3341 | 0.2% |
| 0.6 | 3325 | 0.2% |
| Other values (1295) | 1741962 |
| Value | Count | Frequency (%) |
| 0 | 8251 | |
| 0.001 | 1374 | 0.1% |
| 0.002 | 1126 | 0.1% |
| 0.003 | 1036 | 0.1% |
| 0.004 | 896 | 0.1% |
| 0.005 | 857 | < 0.1% |
| 0.006 | 793 | < 0.1% |
| 0.007 | 765 | < 0.1% |
| 0.008 | 746 | < 0.1% |
| 0.009 | 733 | < 0.1% |
| Value | Count | Frequency (%) |
| 3.666 | 1 | |
| 1.93 | 1 | |
| 1.846 | 1 | |
| 1.828 | 1 | |
| 1.803 | 1 | |
| 1.777 | 1 | |
| 1.72 | 1 | |
| 1.669 | 1 | |
| 1.658 | 1 | |
| 1.62 | 1 |
sub_grade
Categorical
| Distinct | 35 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 15.3 MiB |
| C1 | 114130 |
|---|---|
| B5 | 111327 |
| B4 | 110770 |
| B3 | 103688 |
| C2 | 103646 |
| Other values (30) |
Length
| Max length | 2 |
|---|---|
| Median length | 2 |
| Mean length | 2 |
| Min length | 2 |
Characters and Unicode
| Total characters | 3561614 |
|---|---|
| Distinct characters | 12 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | B2 |
|---|---|
| 2nd row | B2 |
| 3rd row | B2 |
| 4th row | A3 |
| 5th row | B4 |
Common Values
| Value | Count | Frequency (%) |
| C1 | 114130 | 6.4% |
| B5 | 111327 | 6.3% |
| B4 | 110770 | 6.2% |
| B3 | 103688 | 5.8% |
| C2 | 103646 | 5.8% |
| C3 | 100634 | 5.7% |
| C4 | 100110 | 5.6% |
| B1 | 98344 | 5.5% |
| B2 | 98055 | 5.5% |
| C5 | 92270 | 5.2% |
| Other values (25) | 747833 |
Length
| Value | Count | Frequency (%) |
| c1 | 114130 | 6.4% |
| b5 | 111327 | 6.3% |
| b4 | 110770 | 6.2% |
| b3 | 103688 | 5.8% |
| c2 | 103646 | 5.8% |
| c3 | 100634 | 5.7% |
| c4 | 100110 | 5.6% |
| b1 | 98344 | 5.5% |
| b2 | 98055 | 5.5% |
| c5 | 92270 | 5.2% |
| Other values (25) | 747833 |
Most occurring characters
| Value | Count | Frequency (%) |
| B | 522184 | |
| C | 510790 | |
| 1 | 386678 | |
| 4 | 353356 | |
| 2 | 350333 | |
| 5 | 350113 | |
| 3 | 340327 | |
| A | 328659 | |
| D | 263837 | |
| E | 110477 | 3.1% |
| Other values (2) | 44860 | 1.3% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 3561614 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| B | 522184 | |
| C | 510790 | |
| 1 | 386678 | |
| 4 | 353356 | |
| 2 | 350333 | |
| 5 | 350113 | |
| 3 | 340327 | |
| A | 328659 | |
| D | 263837 | |
| E | 110477 | 3.1% |
| Other values (2) | 44860 | 1.3% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 3561614 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| B | 522184 | |
| C | 510790 | |
| 1 | 386678 | |
| 4 | 353356 | |
| 2 | 350333 | |
| 5 | 350113 | |
| 3 | 340327 | |
| A | 328659 | |
| D | 263837 | |
| E | 110477 | 3.1% |
| Other values (2) | 44860 | 1.3% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 3561614 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| B | 522184 | |
| C | 510790 | |
| 1 | 386678 | |
| 4 | 353356 | |
| 2 | 350333 | |
| 5 | 350113 | |
| 3 | 340327 | |
| A | 328659 | |
| D | 263837 | |
| E | 110477 | 3.1% |
| Other values (2) | 44860 | 1.3% |
term
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 15.3 MiB |
| 36 | |
|---|---|
| 60 |
Length
| Max length | 2 |
|---|---|
| Median length | 2 |
| Mean length | 2 |
| Min length | 2 |
Characters and Unicode
| Total characters | 3561614 |
|---|---|
| Distinct characters | 3 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 36 |
|---|---|
| 2nd row | 36 |
| 3rd row | 36 |
| 4th row | 36 |
| 5th row | 36 |
Common Values
| Value | Count | Frequency (%) |
| 36 | 1330275 | |
| 60 | 450532 | 25.3% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 36 | 1330275 | |
| 60 | 450532 | 25.3% |
Most occurring characters
| Value | Count | Frequency (%) |
| 6 | 1780807 | |
| 3 | 1330275 | |
| 0 | 450532 | 12.6% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 3561614 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 6 | 1780807 | |
| 3 | 1330275 | |
| 0 | 450532 | 12.6% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 3561614 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 6 | 1780807 | |
| 3 | 1330275 | |
| 0 | 450532 | 12.6% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 3561614 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 6 | 1780807 | |
| 3 | 1330275 | |
| 0 | 450532 | 12.6% |
verification_status
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 15.3 MiB |
| Source Verified | |
|---|---|
| Not Verified | |
| Verified |
Length
| Max length | 15 |
|---|---|
| Median length | 12 |
| Mean length | 12.053324 |
| Min length | 8 |
Characters and Unicode
| Total characters | 21464644 |
|---|---|
| Distinct characters | 13 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Not Verified |
|---|---|
| 2nd row | Source Verified |
| 3rd row | Verified |
| 4th row | Not Verified |
| 5th row | Not Verified |
Common Values
| Value | Count | Frequency (%) |
| Source Verified | 711992 | |
| Not Verified | 558561 | |
| Verified | 510254 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| verified | 1780807 | |
| source | 711992 | 23.3% |
| not | 558561 | 18.3% |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 4273606 | |
| i | 3561614 | |
| r | 2492799 | |
| V | 1780807 | |
| f | 1780807 | |
| d | 1780807 | |
| o | 1270553 | 5.9% |
| 1270553 | 5.9% | |
| S | 711992 | 3.3% |
| u | 711992 | 3.3% |
| Other values (3) | 1829114 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 21464644 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| e | 4273606 | |
| i | 3561614 | |
| r | 2492799 | |
| V | 1780807 | |
| f | 1780807 | |
| d | 1780807 | |
| o | 1270553 | 5.9% |
| 1270553 | 5.9% | |
| S | 711992 | 3.3% |
| u | 711992 | 3.3% |
| Other values (3) | 1829114 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 21464644 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| e | 4273606 | |
| i | 3561614 | |
| r | 2492799 | |
| V | 1780807 | |
| f | 1780807 | |
| d | 1780807 | |
| o | 1270553 | 5.9% |
| 1270553 | 5.9% | |
| S | 711992 | 3.3% |
| u | 711992 | 3.3% |
| Other values (3) | 1829114 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 21464644 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| e | 4273606 | |
| i | 3561614 | |
| r | 2492799 | |
| V | 1780807 | |
| f | 1780807 | |
| d | 1780807 | |
| o | 1270553 | 5.9% |
| 1270553 | 5.9% | |
| S | 711992 | 3.3% |
| u | 711992 | 3.3% |
| Other values (3) | 1829114 |
| addr_state | annual_inc | application_type | avg_cur_bal | bc_util | chargeoff_within_12_mths | delinq_2yrs | dti | emp_length | emp_title | fico_range_high | fico_range_low | grade | home_ownership | inq_last_6mths | installment | int_rate | issue_d | last_fico_range_high | last_fico_range_low | loan_amnt | loan_status | purpose | revol_bal | revol_util | sub_grade | term | verification_status | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 42536 | NC | 60000.0 | Individual | 476.0 | 15.9 | 0.0 | 0.0 | 4.62 | 4 | PROJECT_MANAGER | 724.0 | 720.0 | B | RENT | 1.0 | 392.81 | 0.1099 | 2013-12-01 | 569.0 | 565.0 | 12000.0 | Fully Paid | debt_consolidation | 7137.0 | 0.240 | B2 | 36 | Not Verified |
| 42537 | TX | 39600.0 | Individual | 1379.0 | 16.1 | 0.0 | 0.0 | 2.49 | 2 | SURGICAL_TECHNICIAN | 759.0 | 755.0 | B | MORTGAGE | 2.0 | 157.13 | 0.1099 | 2013-12-01 | 534.0 | 530.0 | 4800.0 | Fully Paid | home_improvement | 4136.0 | 0.161 | B2 | 36 | Source Verified |
| 42538 | MI | 55000.0 | Individual | 9570.0 | 53.9 | 0.0 | 0.0 | 22.87 | 10 | TEAM_LEADERN_CUSTOMER_OPS_&_SYSTEMS | 734.0 | 730.0 | B | OWN | 0.0 | 885.46 | 0.1099 | 2013-12-01 | 834.0 | 830.0 | 27050.0 | Fully Paid | debt_consolidation | 36638.0 | 0.612 | B2 | 36 | Verified |
| 42539 | TX | 96500.0 | Individual | 11783.0 | 83.5 | 0.0 | 0.0 | 12.61 | 3 | SYSTEMS_ENGINEER | 709.0 | 705.0 | A | MORTGAGE | 0.0 | 373.94 | 0.0762 | 2013-12-01 | 809.0 | 805.0 | 12000.0 | Fully Paid | debt_consolidation | 13248.0 | 0.557 | A3 | 36 | Not Verified |
| 42540 | NC | 88000.0 | Individual | 2945.0 | 87.7 | 0.0 | 1.0 | 10.02 | 4 | ASSISTANT_DIRECTOR_-_HUMAN_RESOURCES | 674.0 | 670.0 | B | RENT | 0.0 | 470.71 | 0.1285 | 2013-12-01 | 569.0 | 565.0 | 14000.0 | Fully Paid | debt_consolidation | 3686.0 | 0.819 | B4 | 36 | Not Verified |
| 42541 | CT | 105000.0 | Individual | 26765.0 | 25.0 | 0.0 | 0.0 | 14.05 | 10 | MANAGER_INFORMATION_DELIVERY | 764.0 | 760.0 | A | MORTGAGE | 1.0 | 368.45 | 0.0662 | 2013-12-01 | 779.0 | 775.0 | 12000.0 | Fully Paid | debt_consolidation | 13168.0 | 0.216 | A2 | 36 | Not Verified |
| 42542 | FL | 63000.0 | Individual | 38927.0 | 79.1 | 0.0 | 0.0 | 16.51 | 2 | AIRCRAFT_MAINTENANCE_ENGINEER | 674.0 | 670.0 | A | MORTGAGE | 0.0 | 476.30 | 0.0890 | 2013-12-01 | 749.0 | 745.0 | 15000.0 | Fully Paid | debt_consolidation | 11431.0 | 0.742 | A5 | 36 | Not Verified |
| 42543 | CA | 28000.0 | Individual | 1440.0 | 96.0 | 0.0 | 0.0 | 8.40 | 3 | SPECIAL_ORDER_FULFILLMENT_CLERK | 664.0 | 660.0 | C | RENT | 0.0 | 266.34 | 0.1624 | 2013-12-01 | 634.0 | 630.0 | 7550.0 | Fully Paid | debt_consolidation | 5759.0 | 0.720 | C5 | 36 | Not Verified |
| 42544 | CA | 325000.0 | Individual | 53306.0 | 67.1 | 0.0 | 0.0 | 18.55 | 5 | AREA_SALES_MANAGER | 749.0 | 745.0 | A | MORTGAGE | 1.0 | 872.52 | 0.0762 | 2013-12-01 | 789.0 | 785.0 | 28000.0 | Fully Paid | debt_consolidation | 29581.0 | 0.546 | A3 | 36 | Source Verified |
| 42545 | CO | 130000.0 | Individual | 36362.0 | 93.0 | 0.0 | 0.0 | 13.03 | 10 | LTC | 719.0 | 715.0 | B | MORTGAGE | 1.0 | 398.52 | 0.1199 | 2013-12-01 | 714.0 | 710.0 | 12000.0 | Fully Paid | debt_consolidation | 10805.0 | 0.670 | B3 | 36 | Source Verified |
| addr_state | annual_inc | application_type | avg_cur_bal | bc_util | chargeoff_within_12_mths | delinq_2yrs | dti | emp_length | emp_title | fico_range_high | fico_range_low | grade | home_ownership | inq_last_6mths | installment | int_rate | issue_d | last_fico_range_high | last_fico_range_low | loan_amnt | loan_status | purpose | revol_bal | revol_util | sub_grade | term | verification_status | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 2925483 | FL | 32000.0 | Joint App | 2331.0 | 52.9 | 0.0 | 0.0 | 70.92 | 4 | SALES_MANAGER | 709.0 | 705.0 | C | MORTGAGE | 1.0 | 683.94 | 0.1399 | 2017-04-01 | 639.0 | 635.0 | 29400.0 | Fully Paid | debt_consolidation | 12264.0 | 0.461 | C3 | 60 | Source Verified |
| 2925484 | MD | 180000.0 | Individual | 63816.0 | 68.0 | 0.0 | 0.0 | 10.41 | 5 | BRANCH_MANAGER | 679.0 | 675.0 | E | OWN | 4.0 | 1037.38 | 0.2549 | 2017-04-01 | 744.0 | 740.0 | 35000.0 | Fully Paid | debt_consolidation | 31233.0 | 0.580 | E4 | 60 | Source Verified |
| 2925485 | CA | 64500.0 | Individual | 11056.0 | 67.3 | 0.0 | 0.0 | 9.66 | 10 | FOREMAN | 664.0 | 660.0 | F | MORTGAGE | 3.0 | 378.65 | 0.2869 | 2017-04-01 | 644.0 | 640.0 | 12000.0 | Fully Paid | home_improvement | 16478.0 | 0.513 | F1 | 60 | Not Verified |
| 2925486 | IL | 100000.0 | Individual | 28408.0 | 14.2 | 0.0 | 0.0 | 8.32 | 0 | INDUSTRIAL_ENGINEER | 689.0 | 685.0 | C | MORTGAGE | 1.0 | 814.21 | 0.1399 | 2017-04-01 | 774.0 | 770.0 | 35000.0 | Fully Paid | debt_consolidation | 3162.0 | 0.142 | C3 | 60 | Source Verified |
| 2925487 | CA | 53000.0 | Individual | 4113.0 | 92.1 | 0.0 | 0.0 | 24.65 | 0 | NaN | 664.0 | 660.0 | E | RENT | 0.0 | 538.40 | 0.2274 | 2017-04-01 | 584.0 | 580.0 | 19200.0 | Non-Performing | debt_consolidation | 23058.0 | 0.769 | E1 | 60 | Source Verified |
| 2925488 | CO | 107000.0 | Individual | 5528.0 | 26.0 | 1.0 | 3.0 | 11.65 | 0 | SENIOR_ESCROW_OFFICER | 674.0 | 670.0 | E | RENT | 1.0 | 690.30 | 0.2399 | 2017-04-01 | 504.0 | 500.0 | 24000.0 | Non-Performing | other | 9688.0 | 0.249 | E2 | 60 | Source Verified |
| 2925489 | PA | 65000.0 | Individual | 3724.0 | 24.6 | 0.0 | 1.0 | 19.55 | 10 | RN | 729.0 | 725.0 | A | MORTGAGE | 0.0 | 313.32 | 0.0799 | 2017-04-01 | 769.0 | 765.0 | 10000.0 | Fully Paid | debt_consolidation | 9751.0 | 0.157 | A5 | 36 | Source Verified |
| 2925490 | VA | 37000.0 | Individual | 1021.0 | 66.1 | 0.0 | 0.0 | 20.56 | 8 | SALES_ASSOCIATE | 709.0 | 705.0 | D | RENT | 1.0 | 358.26 | 0.1699 | 2017-04-01 | 539.0 | 535.0 | 10050.0 | Non-Performing | debt_consolidation | 14300.0 | 0.470 | D1 | 36 | Not Verified |
| 2925491 | NY | 41000.0 | Individual | 3275.0 | 5.5 | 0.0 | 1.0 | 19.99 | 5 | CONTACT_INPUT | 674.0 | 670.0 | B | RENT | 0.0 | 197.69 | 0.1144 | 2017-04-01 | 764.0 | 760.0 | 6000.0 | Fully Paid | credit_card | 1356.0 | 0.101 | B4 | 36 | Source Verified |
| 2925492 | TX | 105700.0 | Individual | 19955.0 | 80.6 | 0.0 | 1.0 | 27.26 | 4 | ASSISTANT_MANAGER | 699.0 | 695.0 | E | MORTGAGE | 0.0 | 889.18 | 0.2549 | 2017-04-01 | 579.0 | 575.0 | 30000.0 | Non-Performing | debt_consolidation | 15252.0 | 0.726 | E4 | 60 | Verified |